App

Detect/generate/debug CI pipeline config (GitHub Actions, GitLab CI). Triggers: CI setup, build pipeline, GitHub Actions config, debug CI, GitLab CI.

Creates GitHub PR after pre-flight checks (lint/typecheck/tests), structured summary from commits. Triggers: pr, pull request, create PR, ready to merge.

Applies targeted fix to known bug/lint error, verifies with same command that surfaced it. Triggers: fix, apply fix, fix bug, fix lint, targeted fix.

TDD with red-green-refactor loop and vertical slices. Triggers: TDD, test-first, red-green-refactor, test driving development.

Generates/updates README, API docs, architecture notes. Triggers: docs, README, API docs, architecture note, documentation.

Breaks features/goals into phased plans with task lists, agent assignments, dependencies. Triggers: plan feature, implementation roadmap, break down task, project phases.

Runs project test suite with coverage, auto-detects framework (pytest, vitest, jest, flutter, go, cargo, phpunit). Triggers: run tests, test suite, coverage report.

Injects controlled faults for resilience testing on non-prod. Triggers: chaos, fault injection, latency injection, dependency kill, resilience test.

Systematic debugging via logs, health checks, hypothesis-driven investigation. Triggers: debug, error, trace root cause, fix bug, reproduce symptom, investigation.

Reindexes KB for semantic search via vector store (Qdrant). Triggers: reindex KB, rebuild index, vector reindex, refresh embeddings.

Emergency kill switch — halts all agents via lockfile gate. Triggers: panic, stop everything, kill switch, halt agents, agents looping.

Runs tasks via Map-Reduce, Consensus, or Relay swarms. Triggers: swarm, map-reduce, consensus swarm, relay swarm, parallel agents.

Creates Conventional Commits with pre-commit validation. Triggers: commit, conventional commit, git commit, message.

Deploys with pre-flight checks and health verification. Triggers: deploy, deployment, ship, release, push to prod.

Analyzes agent/skill failures, drafts prompt/permission fixes. Triggers: improve agent, refine skill, system prompt, optimize agent.

Service/infra health via liveness/readiness checks, resource usage, quick diagnostics. Triggers: health check, services up, system status, infra health, degraded service.

Runs prompt/slash command on recurring interval until done or limit. Triggers: repeat, recurring task, poll status, run every N minutes, interval.

Reviews code for quality, security, correctness. Triggers: code review, quality review, security review, review PR, review branch.

4-perspective decision evaluation for architecture choices. Triggers: council, evaluate decision, pros cons, multi-angle, alternatives.

Explains code/architecture with Mermaid diagrams and sequence flows. Triggers: what does X do, how does Y work, explain code, sequence diagram.

Explores codebase structure, stack, and architecture. Triggers: explore codebase, project structure, stack overview, architecture map.

Run/create DB migrations (Alembic, Prisma, Laravel, Django, Flyway, Drizzle); checks backup. Triggers: apply migration, rollback, generate migration.

Sets up ai-toolkit in a project: symlinks, CLAUDE.md, intent interview. Triggers: onboard, setup project, install ai-toolkit, migrate project.

Switches engineering persona at runtime. Triggers: persona, switch role, backend-lead, frontend-lead, devops-eng, junior-dev.

Analyzes diffs for regression risk and blast radius, generates risk-scored impact report. Triggers: PR review, code change risk, breaking change, blast radius, regression check.

Scans codebase for revenue opportunities, KPIs, monetization gaps. Triggers: business metrics, KPI, analytics gaps, monetization, revenue.

Executive daily briefing aggregating reports from all agents into decision-focused summary. Triggers: briefing, daily summary, status across system, executive update.

Scans deps for known CVEs via native audit (npm, pip, composer, cargo, go, bundler, dart). Triggers: CVE scan, vulnerability scan, npm audit, pip audit.

Evaluates RAG retrieval and LLM-as-judge metrics (faithfulness, relevancy, context precision). Triggers: measure RAG quality, knowledge gap, RAG eval, golden dataset.

Stress-tests a plan via Socratic questioning down each decision branch. Triggers: stress-test, grill me, validate assumptions, challenge plan, socratic review.

Refactors code for quality and maintainability. Triggers: refactor, clean up, restructure, improve code, modernize.

Rolls back git commit, DB migration, or deploy to known-good with safety + health checks. Triggers: rollback, revert deploy, revert migration, rollback commit, git revert.

Starts and manages autonomous agent workflows. Triggers: workflow, start workflow, autonomous agents, agent pipeline.

C++ coding rules: style, patterns, security, testing. Triggers: .cpp, .cc, .cxx, .hpp, .h, CMakeLists.txt, Makefile, GoogleTest, clang-tidy.

PHP coding rules: style, patterns, security, testing. Triggers: .php, composer.json, Laravel, Symfony, PHPUnit, PSR-12, Composer.

Pre-artifact conversation that prices the zero option and can end in 'do not build this'. Triggers: brainstorm, should we build, is this worth it, explore idea, thinking out loud, half-formed idea.

Code quality: meaningful names, SRP, DRY, small functions, guard clauses, refactoring. Triggers: clean code, naming, code smell, SRP, DRY, long function, god class, dead code.

Dart/Flutter coding rules: style, patterns, security, testing. Triggers: .dart, pubspec.yaml, Flutter, Riverpod, Bloc, widget, StatelessWidget, StatefulWidget.

Agent self-debugging and recovery. Use when stuck in loops, making repeated errors, or quality degrades. Triggers: introspect, self-debug, stuck, loop, why failing.

Java coding rules: style, patterns, security, testing. Triggers: .java, pom.xml, build.gradle, Spring, Spring Boot, JPA, Hibernate, JUnit, Maven, Gradle.

Searches past coding sessions for observations, decisions, context. Triggers: mem-search, recall session, past work, prior decisions, session history.

Interactive QA: user reports bugs conversationally, agent files GitHub issues. Triggers: QA session, report bug, file issue, conversational QA, bug intake.

Ruby coding rules: style, patterns, security, testing. Triggers: .rb, Gemfile, .gemspec, Rails, ActiveRecord, Sidekiq, RSpec, Sorbet, rubocop.

Rust coding rules: style, patterns, security, testing. Triggers: .rs, Cargo.toml, Cargo.lock, Tokio, Axum, Serde, clippy, cargo test.

App scaffolding: Next.js, Vite, Nuxt, Astro, FastAPI, Django, Laravel, RN, Flutter. Triggers: scaffold, bootstrap, new project, starter, dashboard, mobile app.

Direct technical voice for docs, README, user-facing text. Concise/strict modes. Triggers: documentation, README, content, output-mode, voice, prose style.

Advanced Git: rebase, bisect, reflog, cherry-pick, worktrees, LFS. Triggers: rebase, bisect, cherry-pick, reflog, force push, merge conflict, worktree.

Builds production MCP servers via 4-phase methodology: research, implement, test, evaluate. Triggers: build MCP, new MCP, MCP integration, MCP server scaffold.

Autonomous maintenance (dep updates, dead code, small refactors) in isolated branch, off-hours. Triggers: night watch, autonomous maintenance, dep updates.

Coordinates multiple specialized agents in parallel. Triggers: orchestrate, multi-agent, parallel agents, coordinate agents.

Answer concisely: lead with the result, no preamble, tables over prose, no trailing restatement of a diff the reader can already see. Triggers: response style, verbosity, summary, explanation, report.

Converts PRD into phased plan via tracer-bullet vertical slices. Triggers: PRD to plan, break down PRD, implementation plan, tracer bullets, phased plan.

Scans skills/agents for security risks: dangerous patterns, secrets, excessive perms. Triggers: skill audit, security scan, agent audit, dangerous pattern.

Swift coding rules: style, patterns, security, testing. Triggers: .swift, Package.swift, .xcodeproj, SwiftUI, Combine, async/await, XCTest.

Creates PRD via interactive interview + codebase exploration + module design. Triggers: write PRD, product requirements, plan new feature, PRD interview.

API design: naming, versioning, pagination, idempotency, OpenAPI, error contracts and safe retries. Triggers: API design, REST, GraphQL, OpenAPI, Swagger, error response, HTTP status, rate limit.

C#/.NET coding rules: style, patterns, security, testing. Triggers: .cs, .csproj, .sln, ASP.NET, ASP.NET Core, EF Core, LINQ, NUnit, xUnit, dotnet.

Go coding rules: style, patterns, security, testing. Triggers: .go, go.mod, go.sum, Gin, Echo, Gorilla, testing, gofmt.

Create new Claude Code lifecycle hook (PreToolUse/PostToolUse/Stop/SessionStart) with bash + hooks.json. Triggers: create hook, lifecycle hook, PreToolUse, PostToolUse, hook event.

Kotlin coding rules: style, patterns, security, testing. Triggers: .kt, .kts, build.gradle.kts, Ktor, Jetpack Compose, coroutines, kotlinx.